{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 目标检测和边界框\n",
    "在前面的一些章节中，我们介绍了诸多用于图像分类的模型。在图像分类任务里，我们假设图像里只有一个主体目标，并关注如何识别该目标的类别。然而，很多时候图像里有多个我们感兴趣的目标，我们不仅想知道它们的类别，还想得到它们在图像中的具体位置。在计算机视觉里，我们将这类任务称为目标检测（object detection）或物体检测。\n",
    "\n",
    "目标检测在多个领域中被广泛使用。例如，在无人驾驶里，我们需要通过识别拍摄到的视频图像里的车辆、行人、道路和障碍的位置来规划行进线路。机器人也常通过该任务来检测感兴趣的目标。安防领域则需要检测异常目标，如歹徒或者炸弹。\n",
    "\n",
    "在接下来的几节里，我们将介绍目标检测里的多个深度学习模型。在此之前，让我们来了解目标位置这个概念。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import sys\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from PIL import Image\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython import display\n",
    "\n",
    "def use_svg_display():\n",
    "    display.set_matplotlib_formats('svg')\n",
    "\n",
    "def set_figsize(figsize=(3.5, 2.5)):\n",
    "    use_svg_display()\n",
    "    plt.rcParams['figure.figsize'] = figsize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=728x561 at 0x7F1B3C6520B8>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1b0eb01630>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 加载本节将使用的示例图像\n",
    "# set_figsize(figsize=(6, 6))\n",
    "img = Image.open('Datasets/catdog.jpg')\n",
    "print(img)\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 边界框\n",
    "在目标检测里，我们通常使用边界框（bounding box）来描述目标位置。边界框是一个矩形框，可以由矩形左上角的xx和yy轴坐标与右下角的xx和yy轴坐标确定。我们根据上面的图的坐标信息来定义图中目标的边界框。图中的坐标原点在图像的左上角，原点往右和往下分别为xx轴和yy轴的正方向。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# bbox是bounding box的缩写\n",
    "dog_bbox, cat_bbox = [60, 45, 378, 516], [400, 112, 655, 493]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义一个辅助函数,将边界框表示成matplotlib的边界框格式\n",
    "def bbox_to_rect(bbox, color):\n",
    "    # 将边界框(左上x, 左上y, 右下x, 右下y)格式转换成matplotlib格式：\n",
    "    # ((左上x, 左上y), 宽, 高)\n",
    "    return plt.Rectangle(\n",
    "        xy=(bbox[0],bbox[1]), width=bbox[2]-bbox[0], height=bbox[3]-bbox[1],\n",
    "        fill=False, edgecolor=color, linewidth=2\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Rectangle at 0x7f1b06fcb630>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将边界框加载在图像上，可以看到目标的主要轮廓基本在框内\n",
    "fig = plt.imshow(img)\n",
    "fig.axes.add_patch(bbox_to_rect(dog_bbox, 'blue'))\n",
    "fig.axes.add_patch(bbox_to_rect(cat_bbox, 'red'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Rectangle at 0x7f1b0ca20f60>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 再看一个例子\n",
    "img = Image.open('Datasets/persons.jpg')\n",
    "# 7个目标\n",
    "bboxes = [[188,131,285,261], \n",
    "          [256,147,375,269], \n",
    "          [372,146,475,319], \n",
    "          [121,138,217,283], \n",
    "          [  2,140,144,354], \n",
    "          [195,  1,261,165],\n",
    "          [  1,247,480,375]]\n",
    "# 将边界框加载在图像上，可以看到目标的主要轮廓基本在框内\n",
    "fig = plt.imshow(img)\n",
    "fig.axes.add_patch(bbox_to_rect(bboxes[0], 'blue'))\n",
    "fig.axes.add_patch(bbox_to_rect(bboxes[1], 'red'))\n",
    "fig.axes.add_patch(bbox_to_rect(bboxes[2], 'green'))\n",
    "fig.axes.add_patch(bbox_to_rect(bboxes[3], 'purple'))\n",
    "fig.axes.add_patch(bbox_to_rect(bboxes[4], 'yellow'))\n",
    "fig.axes.add_patch(bbox_to_rect(bboxes[5], 'gold'))\n",
    "fig.axes.add_patch(bbox_to_rect(bboxes[6], 'aliceblue'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 小结\n",
    "在目标检测里不仅需要找出图像里面是所有感兴趣的目标，而且要知道他们的位置。位置一般由矩形边界框来表示。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "yczlab",
   "language": "python",
   "name": "yczlab"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
